Computer implemented method for defect recognition in an imaging dataset of a wafer, corresponding computer readable-medium, computer program product and systems making use of such methods

The invention relates to a computer implemented method for defect recognition in an imaging dataset of a wafer in a charged particle beam system (78) comprising an embedded system (50), the method comprising: (i) obtaining an imaging dataset of a wafer; (ii) obtaining model data (44, 44', 44�...

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Hauptverfasser: SRIKANTHA, ABHILASH, KORB, THOMAS
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creator SRIKANTHA, ABHILASH
KORB, THOMAS
description The invention relates to a computer implemented method for defect recognition in an imaging dataset of a wafer in a charged particle beam system (78) comprising an embedded system (50), the method comprising: (i) obtaining an imaging dataset of a wafer; (ii) obtaining model data (44, 44', 44'') for a model architecture (42) of a machine learning model (40, 40', 40'') for defect recognition in the imaging dataset of the wafer, the model architecture (42) being implemented in the embedded system (50); (iii) transferring the model data (44, 44', 44'') to a programmable memory (48, 48', 48'') of the embedded system (50); (iv) applying the machine learning model (40, 40', 40'') to an imaging dataset of a wafer to recognize defects, comprising executing the embedded system implemented model architecture (46) with the transferred model data (44, 44', 44'').
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language chi ; eng
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subjects BASIC ELECTRIC ELEMENTS
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
ELECTRIC SOLID STATE DEVICES NOT OTHERWISE PROVIDED FOR
ELECTRICITY
IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIRCHEMICAL OR PHYSICAL PROPERTIES
MEASURING
PHYSICS
SEMICONDUCTOR DEVICES
TESTING
title Computer implemented method for defect recognition in an imaging dataset of a wafer, corresponding computer readable-medium, computer program product and systems making use of such methods
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